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ืกืžืœ OnWorks

mia-2dimageregistration - ืžืงื•ื•ืŸ ื‘ืขื ืŸ

ื”ืคืขืœ ืืช mia-2dimageregistration ื‘ืกืคืง ืื™ืจื•ื— ื—ื™ื ืžื™ ืฉืœ OnWorks ื‘ืืžืฆืขื•ืช ืื•ื‘ื•ื ื˜ื• ืžืงื•ื•ืŸ, ืคื“ื•ืจื” ืžืงื•ื•ืŸ, ืืžื•ืœื˜ื•ืจ ืžืงื•ื•ืŸ ืฉืœ Windows ืื• ืืžื•ืœื˜ื•ืจ ืžืงื•ื•ืŸ ืฉืœ MAC OS

ื–ื•ื”ื™ ื”ืคืงื•ื“ื” mia-2dimageregistration ืฉื ื™ืชืŸ ืœื”ืจื™ืฅ ื‘ืกืคืง ื”ืื™ืจื•ื— ื”ื—ื™ื ืžื™ ืฉืœ OnWorks ื‘ืืžืฆืขื•ืช ืื—ืช ืžืชื—ื ื•ืช ื”ืขื‘ื•ื“ื” ื”ืžืงื•ื•ื ื•ืช ื”ืžืจื•ื‘ื•ืช ืฉืœื ื•, ื›ื’ื•ืŸ Ubuntu Online, Fedora Online, ืืžื•ืœื˜ื•ืจ ืžืงื•ื•ืŸ ืฉืœ Windows ืื• ืืžื•ืœื˜ื•ืจ ืžืงื•ื•ืŸ ืฉืœ MAC OS

ืชึธื›ึฐื ึดื™ืช:

ืฉืึตื


mia-2dimageregistration - ื”ืคืขืœ ืจื™ืฉื•ื ืชืžื•ื ื” ื“ื•-ืžืžื“ื™.

ืชึทืงืฆึดื™ืจ


mia-2dimageregistration -i -r -t [ืืคืฉืจื•ื™ื•ืช]


ืชื™ืื•ืจ


mia-2dimageregistration ืชื•ื›ื ื™ืช ื–ื• ืžืคืขื™ืœื” ืจื™ืฉื•ื ืฉืœ ืฉืชื™ ืชืžื•ื ื•ืช ืœืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ืฉืœ ื
ื˜ืจื ืกืคื•ืจืžืฆื™ื” ืฉืœ ืžื•ื“ืœ ื”ื˜ืจื ืกืคื•ืจืžืฆื™ื” ื”ื ืชื•ืŸ ืขืœ ื™ื“ื™ ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ืฉืœ ืžื“ื“ื™ ืขืœื•ืช ืžืกื•ื™ืžื™ื
ื ื™ืชื ื™ื ื›ืคืจืžื˜ืจื™ื ื‘ื—ื™ื ื.

ืืคืฉืจื•ื™ื•ืช


ืงื•ื‘ืฅ-IO
-i --in-image=(ืงืœื˜, ื ื“ืจืฉ); io
ืชืžื•ื ืช ื‘ื“ื™ืงื” ืฉืชื™ืจืฉื ืœืกื•ื’ื™ ืงื‘ืฆื™ื ื ืชืžื›ื™ื ืจืื” PLUGINS:2dimage/io

-r --ref-image=(ืงืœื˜, ื ื“ืจืฉ); io
ืชืžื•ื ืช ื”ืคื ื™ื” ืœืจื™ืฉื•ื ืœืกื•ื’ื™ ืงื‘ืฆื™ื ื ืชืžื›ื™ื ืจืื”
ืชื•ืกืคื™ื:2dimage/io

-o --out-image=(ืคืœื˜); io
ืชืžื•ื ืช ืคืœื˜ ืจืฉื•ืžื” ืœืกื•ื’ื™ ืงื‘ืฆื™ื ื ืชืžื›ื™ื ืจืื” PLUGINS:2dimage/io

-t --transformation=(ืคืœื˜, ื ื“ืจืฉ); io
ืฉื™ื ื•ื™ ืคืœื˜ ื”ื›ื•ืœืœ ืืช ื”ืจื™ืฉื•ื ืขื‘ื•ืจ ืกื•ื’ื™ ืงื‘ืฆื™ื ื ืชืžื›ื™ื
ืจืื” PLUGINS:2dtransform/io

ืขึถื–ืจึธื” & ืžื™ื“ืข
-V --verbose=ืื–ื”ืจื”
ืžื™ืœื•ืœื™ื•ืช ืฉืœ ืคืœื˜, ื”ื“ืคืกืช ื”ื•ื“ืขื•ืช ื‘ืจืžื” ื ืชื•ื ื” ื•ื‘ืขื“ื™ืคื•ื™ื•ืช ื’ื‘ื•ื”ื•ืช ื™ื•ืชืจ.
ืกื“ืจื™ ืขื“ื™ืคื•ื™ื•ืช ื ืชืžื›ื™ื ื”ืžืชื—ื™ืœื™ื ื‘ืจืžื” ื”ื ืžื•ื›ื” ื‘ื™ื•ืชืจ ื”ื:
ืžื™ื“ืข - ื”ื•ื“ืขื•ืช ื‘ืจืžื” ื ืžื•ื›ื”
ืœื”ืชื—ืงื•ืช - ืžืขืงื‘ ืื—ืจ ืงืจื™ืืช ืคื•ื ืงืฆื™ื”
ืœื”ื™ื›ืฉืœ - ื“ื™ื•ื•ื— ืขืœ ื›ืฉืœื™ื ื‘ื‘ื“ื™ืงื”
ืื–ื”ืจื” - ืื–ื”ืจื•ืช
ืฉื’ื™ืื” - ื“ื™ื•ื•ื— ืขืœ ืฉื’ื™ืื•ืช
ื‘ืื’ื™ื - ื ื™ืคื•ื™ ื‘ืื’ื™ื ื‘ืคืœื˜
ื”ื•ื“ืขื” - ื”ื•ื“ืขื•ืช ืจื’ื™ืœื•ืช
ืงื˜ืœื ื™ - ื“ื•ื•ื— ืจืง ืขืœ ืฉื’ื™ืื•ืช ืงื˜ืœื ื™ื•ืช

--ื–ื›ื•ื™ื•ืช ื™ื•ืฆืจื™ื
ืœื”ื“ืคื™ืก ืžื™ื“ืข ืขืœ ื–ื›ื•ื™ื•ืช ื™ื•ืฆืจื™ื

-h --ืขื–ืจื”
ืœื”ื“ืคื™ืก ืขื–ืจื” ื–ื•

-? --ื ื•ึนื”ึธื’
ื”ื“ืคืก ืขื–ืจื” ืงืฆืจื”

--ื’ึดืจึฐืกึธื”
ืœื”ื“ืคื™ืก ืืช ืžืกืคืจ ื”ื’ืจืกื” ื•ืœืฆืืช

ืคืจืžื˜ืจื™ื
-l --levels=3
ืจืžื•ืช ืจื–ื•ืœื•ืฆื™ื” ืžืจื•ื‘ื•ืช ืจืžื•ืช ืจื–ื•ืœื•ืฆื™ื” ืžืจื•ื‘ื•ืช

-O --optimizer=gsl:opt=gd,step=0.1
ื›ืœื™ ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ืžืฉืžืฉ ืœืžื–ืขื•ืจ ื›ืœื™ ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ื”ืžืฉืžืฉ ืœืžื–ืขื•ืจ ืขื‘ื•ืจ
ืชื•ืกืคื™ื ื ืชืžื›ื™ื ืจืื” PLUGINS:minimizer/singlecost

-R --refiner=
ืื•ืคื˜ื™ืžื™ื–ืจ ื”ืžืฉืžืฉ ืœื—ื™ื“ื•ื“ ืœืื—ืจ ืฉื”ืื•ืคื˜ื™ืžื™ื–ืจ ื”ืจืืฉื™ ื ืงืจื ืื•ืคื˜ื™ืžื™ื–ืฆื™ื”
ืžืฉืžืฉ ืœื—ื™ื“ื•ื“ ืœืื—ืจ ืฉื”ืžื˜ืขืœ ื”ืจืืฉื™ ื ืงืจื For supported
ืชื•ืกืคื™ื ืจืื” PLUGINS:minimizer/ืขืœื•ืช ื™ื—ื™ื“ื”

-f --transForm=spline
ืกื•ื’ ื˜ืจื ืกืคื•ืจืžืฆื™ื” ืกื•ื’ ืฉื™ื ื•ื™ ืขื‘ื•ืจ ืชื•ืกืคื™ื ื ืชืžื›ื™ื ืจืื”
ืชื•ืกืคื™ื: 2dimage/transform

ืชื”ืœื™ืš
--ื—ื•ื˜ื™ื=-1
ืžืกืคืจ ืฉืจืฉื•ืจื™ื ืžืงืกื™ืžืœื™ ืœืฉื™ืžื•ืฉ ืœืขื™ื‘ื•ื“, ืžืกืคืจ ื–ื” ืฆืจื™ืš ืœื”ื™ื•ืช ื ืžื•ืš ื™ื•ืชืจ
ืื• ืฉื•ื•ื” ืœืžืกืคืจ ืœื™ื‘ื•ืช ื”ืžืขื‘ื“ ื”ืœื•ื’ื™ื•ืช ื‘ืžื›ื•ื ื”. (-1:
ื”ืขืจื›ื” ืื•ื˜ื•ืžื˜ื™ืช). ื”ืžืกืคืจ ื”ืžืจื‘ื™ ืฉืœ ืฉืจืฉื•ืจื™ื ืœืฉื™ืžื•ืฉ ืœืขื™ื‘ื•ื“, ื–ื”
ื”ืžืกืคืจ ืฆืจื™ืš ืœื”ื™ื•ืช ื ืžื•ืš ืื• ืฉื•ื•ื” ืœืžืกืคืจ ืœื™ื‘ื•ืช ื”ืžืขื‘ื“ ื”ืœื•ื’ื™ื•ืช ื‘
ื”ืžื›ื•ื ื”. (-1: ืื•ืžื“ืŸ ืื•ื˜ื•ืžื˜ื™).

ืชื•ืกืคื™ื: 1d/splinebc


ืจืื™ ืชื ืื™ ื’ื‘ื•ืœ ืฉืœ ืื™ื ื˜ืจืคื•ืœืฆื™ื” ืฉืœ ืกืคืœื™ื™ืŸ ื”ืžืฉืงืคื™ื ืขืœ ื”ื’ื‘ื•ืœ

(ืœืœื ืคืจืžื˜ืจื™ื)

ืœื—ื–ื•ืจ ืขืœ ืชื ืื™ ื’ื‘ื•ืœ ืฉืœ ืื™ื ื˜ืจืคื•ืœืฆื™ื” ืฉืœ ืกืคืœื™ื™ืŸ ื”ื—ื•ื–ืจ ืขืœ ื”ืขืจืš ื‘ื’ื‘ื•ืœ

(ืœืœื ืคืจืžื˜ืจื™ื)

ืืคืก ืชื ืื™ ื’ื‘ื•ืœ ืฉืœ ืื™ื ื˜ืจืคื•ืœืฆื™ื” ืฉืœ ืกืคืœื™ื™ืŸ ื”ืžื ื™ื—ื™ื ืืคืก ืขื‘ื•ืจ ืขืจื›ื™ื ื‘ื—ื•ืฅ

(ืœืœื ืคืจืžื˜ืจื™ื)

ืชื•ืกืคื™ื: 1d/splinekernel


bspline ื™ืฆื™ืจืช ืœื™ื‘ืช B-spline , ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

d = 3; int ื‘ [0, 5]
ืชื•ืืจ ืกืคืœื™ื™ืŸ.

omoms ื™ืฆื™ืจืช ืœื™ื‘ืช OMoms-spline, ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

d = 3; int ื‘ [3, 3]
ืชื•ืืจ ืกืคืœื™ื™ืŸ.

ืชื•ืกืคื™ื: ืชืžื•ื ื” ืชืœืช ืžื™ืžื“ื™ืช/ืขืœื•ืช


lncc ืžืชืื ืฆื•ืœื‘ ืžืงื•ืžื™ ืžื ื•ืจืžืœ ืขื ืชืžื™ื›ืช ืžื™ืกื•ืš., ืคืจืžื˜ืจื™ื ื ืชืžื›ื™ื
ื”ื:

w = 5; uint in [1, 256]
ื—ืฆื™ ืจื•ื—ื‘ ืฉืœ ื”ื—ืœื•ืŸ ื”ืžืฉืžืฉ ืœื”ืขืจื›ืช ื”ืฆืœื‘ ื”ืžืงื•ืžื™
ืžืชืื.

ืกื ืงืฉื” ืžืจื—ืง ืžืจื•ื‘ืข ืงื˜ืŸ

(ืœืœื ืคืจืžื˜ืจื™ื)

mi ืžื™ื“ืข ื”ื“ื“ื™ ืžื‘ื•ืกืก Spline parzen., ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

ืœื—ืชื•ืš = 0; ืœืฆื•ืฃ ืคื ื™ืžื” [0, 40]
ืื—ื•ื– ื”ืคื™ืงืกืœื™ื ืœื—ื™ืชื•ืš ื‘ืขื•ืฆืžื•ืช ื’ื‘ื•ื”ื•ืช ื•ื ืžื•ื›ื•ืช ืœื”ืกืจื”
ื—ืจื™ื’ื™ื.

mbins = 64; uint in [1, 256]
ืžืกืคืจ ืคื—ื™ ื”ื”ื™ืกื˜ื•ื’ืจืžื” ื”ืžืฉืžืฉื™ื ืœืชืžื•ื ื” ื”ื ืขื”.

ืžืงืจื ืœ = [bspline:d=3]; ื‘ื™ืช ื—ืจื•ืฉืช
ืœื™ื‘ืช Spline ืขื‘ื•ืจ ืชืžื•ื ื” ื ืขื” parzen hinstogram. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื
ืจืื” PLUGINS:1d/splinekernel

ืจื‘ื™ื ืก = 64; uint in [1, 256]
ืžืกืคืจ ืคื—ื™ ื”ื”ื™ืกื˜ื•ื’ืจืžื” ื”ืžืฉืžืฉื™ื ืœืชืžื•ื ืช ื”ื”ืคื ื™ื”.

rkernel = [bspline:d=0]; ื‘ื™ืช ื—ืจื•ืฉืช
ื’ืจืขื™ืŸ ืกืคืœื™ื™ืŸ ืœืชืžื•ื ืช ื”ืชื™ื™ื—ืกื•ืช parzen hinstogram. ืขื‘ื•ืจ ืชืงืข ื ืชืžืš-
ins ืจืื” PLUGINS:1d/splinekernel

Ncc ืžืชืื ืฆื•ืœื‘ ืžื ื•ืจืžืœ.

(ืœืœื ืคืจืžื˜ืจื™ื)

NGF ืคื•ื ืงืฆื™ื” ื–ื• ืžืขืจื™ื›ื” ืืช ื“ืžื™ื•ืŸ ื”ืชืžื•ื ื” ื‘ื”ืชื‘ืกืก ืขืœ ืฉื™ืคื•ืข ืžื ื•ืจืžืœ
ืฉื“ื•ืช. ื’ืจืขื™ื ื™ ื”ืขืจื›ื” ืฉื•ื ื™ื ื–ืžื™ื ื™ื. ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

ื”ืขืจื›ื” = ds; ื›ืชื™ื‘
ืชืช ืกื•ื’ ืฉืœ ืชื•ืกืฃ. ื”ืขืจื›ื™ื ื”ื ืชืžื›ื™ื ื”ื:
sq - ืจื™ื‘ื•ืข ืฉืœ ื”ื‘ื“ืœ
ds - ืจื™ื‘ื•ืข ืฉืœ ื”ื‘ื“ืœ ื‘ืงื ื” ืžื™ื“ื”
ื ืงื•ื“ื” - ื’ืจืขื™ืŸ ืžื•ืฆืจ ืกืงืœืจื™
ืœื—ืฆื•ืช - ื’ืจืขื™ืŸ ืžื•ืฆืจ ืฆื•ืœื‘

SSD ืขืœื•ืช ืชืžื•ื ื” ื“ื•-ืžืžื“ื™ืช: ืกื›ื•ื ื”ื”ื‘ื“ืœื™ื ื‘ืจื™ื‘ื•ืข, ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

autothresh = 0; ืœืฆื•ืฃ ืคื ื™ืžื” [0, 1000]
ื”ืฉืชืžืฉ ื‘ืžื™ืกื•ืš ืื•ื˜ื•ืžื˜ื™ ืฉืœ ื”ืชืžื•ื ื” ื”ื ืขื” ืขืœ ื™ื“ื™ ืœืงื™ื—ืช ืขืจื›ื™ ืขื•ืฆืžื” ื‘ืœื‘ื“
ืœื—ืฉื‘ื•ืŸ ืฉื’ื“ื•ืœ ืžื”ืกืฃ ื”ื ืชื•ืŸ.

ื ื•ืจืžื” = 0; bool
ืงื‘ืข ืื ื™ืฉ ืœื ืจืžืœ ืืช ื”ืžื“ื“ ืœืคื™ ืžืกืคืจ ืคื™ืงืกืœื™ื ืฉืœ ื”ืชืžื•ื ื”.

ssd-automask
ืขืœื•ืช ืชืžื•ื ื” ืชืœืช-ืžืžื“ื™ืช: ืกื›ื•ื ื”ื”ื‘ื“ืœื™ื ื‘ืจื™ื‘ื•ืข, ืขื ืžื™ืกื•ืš ืื•ื˜ื•ืžื˜ื™ ืžื‘ื•ืกืก ืขืœ ื ืชื•ืŸ
ืกืคื™ื, ืคืจืžื˜ืจื™ื ื ืชืžื›ื™ื ื”ื:

rthresh = 0; ืœึฐื”ึทื›ืคึผึดื™ืœ
ืขืจืš ืขื•ืฆืžืช ื”ืกืฃ ืขื‘ื•ืจ ืชืžื•ื ืช ื”ืคื ื™ื”.

ืกื˜ืจืฉ = 0; ืœึฐื”ึทื›ืคึผึดื™ืœ
ืขืจืš ืขื•ืฆืžืช ื”ืกืฃ ืขื‘ื•ืจ ืชืžื•ื ืช ื”ืžืงื•ืจ.

ืชื•ืกืคื™ื: ืชืžื•ื ื” ืชืœืช ืžื™ืžื“ื™ืช/ืขืœื•ืช ืžืœืื”


ืชืžื•ื ื” ืคื•ื ืงืฆื™ื™ืช ืขืœื•ืช ื“ืžื™ื•ืŸ ืชืžื•ื ื” ื›ืœืœื™ืช ื”ืžื˜ืคืœืช ื’ื ื‘ืจื–ื•ืœื•ืฆื™ื•ืช ืžืจื•ื‘ื•ืช
ืžืขื‘ื“. ืžื“ื“ ื”ื“ืžื™ื•ืŸ ื‘ืคื•ืขืœ ื ื™ืชืŸ ืœืคืจืžื˜ืจ ื ื•ืกืฃ.,
ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

ืขืœื•ืช = ssd; ื‘ื™ืช ื—ืจื•ืฉืช
ืœื™ื‘ืช ืคื•ื ืงืฆื™ื™ืช ืขืœื•ืช. ืœืชื•ืกืคื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื ืจืื” PLUGINS:2dimage/cost

ื‘ืื’ื™ื = 0; bool
ืฉืžื•ืจ ืžืžืฆืื™ ื‘ื™ื ื™ื™ื ืขื‘ื•ืจ ืื™ืชื•ืจ ื‘ืื’ื™ื.

ื "ืฆ =(ืงืœื˜, ืžื—ืจื•ื–ืช)
ืชืžื•ื ืช ื”ืชื™ื™ื—ืกื•ืช.

src =(ืงืœื˜, ืžื—ืจื•ื–ืช)
ืชืžื•ื ืช ืžื—ืงืจ.

ืžึดืฉืืงึธืœ = 1; ืœึธืฆื•ึผืฃ
ืžืฉืงืœ ืคื•ื ืงืฆื™ื™ืช ื”ืขืœื•ืช.

ืชื•ื•ื™ืช ืชืžื•ื ื”
ืคื•ื ืงืฆื™ื™ืช ืขืœื•ืช ื“ืžื™ื•ืŸ ื”ืžืžืคื” ืชื•ื•ื™ื•ืช ืฉืœ ืฉืชื™ ืชืžื•ื ื•ืช ื•ืžื˜ืคืœืช ื‘ืชื•ื•ื™ืช-
ืฉืžื™ืจื” ืขืœ ืขื™ื‘ื•ื“ ืžืจื•ื‘ื” ืจื–ื•ืœื•ืฆื™ื•ืช., ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

ื‘ืื’ื™ื = 0; int ื‘ [0, 1]
ืœื›ืชื•ื‘ ืืช ื”ืžืจื—ืง ืฉื”ื•ืคืš ืœืชืžื•ื ื” ืชืœืช ืžื™ืžื“ื™ืช.

maxlabel = 256; int ื‘ [2, 32000]
ื”ืžืกืคืจ ื”ืžืจื‘ื™ ืฉืœ ืชื•ื•ื™ื•ืช ืฉื™ืฉ ืœืงื—ืช ื‘ื—ืฉื‘ื•ืŸ.

ื "ืฆ =(ืงืœื˜, ืžื—ืจื•ื–ืช)
ืชืžื•ื ืช ื”ืชื™ื™ื—ืกื•ืช.

src =(ืงืœื˜, ืžื—ืจื•ื–ืช)
ืชืžื•ื ืช ืžื—ืงืจ.

ืžึดืฉืืงึธืœ = 1; ืœึธืฆื•ึผืฃ
ืžืฉืงืœ ืคื•ื ืงืฆื™ื™ืช ื”ืขืœื•ืช.

ืชืžื•ื ืช ืžืกื›ื”
ืคื•ื ืงืฆื™ื™ืช ืขืœื•ืช ื“ืžื™ื•ืŸ ืžืžื•ืกื›ืช ื›ืœืœื™ืช ื”ืžื˜ืคืœืช ื’ื ื‘ืจื™ื‘ื•ื™
ืขื™ื‘ื•ื“ ืจื–ื•ืœื•ืฆื™ื”. ื”ืžืกื›ื•ืช ื”ืžืกื•ืคืงื•ืช ืฆืจื™ื›ื•ืช ืœื”ื™ื•ืช ื‘ืžื™ืœื•ื™ ืฆืคื•ืฃ ื‘ืื–ื•ืจื™ื
ืขื™ื‘ื•ื“ ืžืจื•ื‘ื” ืจื–ื•ืœื•ืฆื™ื•ืช ืžื›ื™ื•ื•ืŸ ืฉืื ืœื ื›ืŸ, ืžื™ื“ืข ื”ืžืกื›ื” ืขืœื•ืœ ืœืœื›ืช ืœืื™ื‘ื•ื“
ื›ืืฉืจ ืžืงื˜ื™ื ื™ื ืืช ื”ืชืžื•ื ื”. ืžืกื›ืช ื”ื”ืชื™ื™ื—ืกื•ืช ื•ืžืกื›ืช ื”ื˜ืจื ืกืคื•ืจืžืฆื™ื” ืฉืœ ื”
ืชืžื•ื ืช ื”ืžื—ืงืจ ืžืฉื•ืœื‘ืช ืขืœ ื™ื“ื™ AND ื‘ื™ื ืืจื™. ื ื™ืชืŸ ืžื“ื“ ื”ื“ืžื™ื•ืŸ ื‘ืคื•ืขืœ
ืคืจืžื˜ืจ ื ื•ืกืฃ, ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

ืขืœื•ืช = ssd; ื‘ื™ืช ื—ืจื•ืฉืช
ืœื™ื‘ืช ืคื•ื ืงืฆื™ื™ืช ืขืœื•ืช. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื ืจืื”
ืชื•ืกืคื™ื:2dimage/maskedcost

ื "ืฆ =(ืงืœื˜, ืžื—ืจื•ื–ืช)
ืชืžื•ื ืช ื”ืชื™ื™ื—ืกื•ืช.

ืžืกื™ื›ื” ืžื—ื“ืฉ =(ืงืœื˜, ืžื—ืจื•ื–ืช)
ืžืกื™ื›ืช ืชืžื•ื ืช ื”ืชื™ื™ื—ืกื•ืช (ื‘ื™ื ืืจื™ืช).

src =(ืงืœื˜, ืžื—ืจื•ื–ืช)
ืชืžื•ื ืช ืžื—ืงืจ.

src-mask =(ืงืœื˜, ืžื—ืจื•ื–ืช)
ืžื—ืงืจ ืžืกื›ืช ืชืžื•ื ื” (ื‘ื™ื ืืจื™).

ืžึดืฉืืงึธืœ = 1; ืœึธืฆื•ึผืฃ
ืžืฉืงืœ ืคื•ื ืงืฆื™ื™ืช ื”ืขืœื•ืช.

ืชื•ืกืคื™ื: 2Dimage/io


bmp ืชืžื™ื›ื” ื‘ืงืœื˜/ืคืœื˜ ืฉืœ ืชืžื•ื ื” ื“ื•-ืžืžื“ื™ืช ืฉืœ BMP

ืกื™ื•ืžื•ืช ืงื‘ืฆื™ื ืžื•ื›ืจื•ืช: .BMP, .bmp

ืกื•ื’ื™ ืืœืžื ื˜ื™ื ื ืชืžื›ื™ื:
ื ืชื•ื ื™ื ื‘ื™ื ืืจื™ื™ื, 8 ืกื™ื‘ื™ื•ืช ืœืœื ืกื™ืžืŸ, 16 ืกื™ื‘ื™ื•ืช ืœืœื ืกื™ืžืŸ

ืžืื’ืจ ื ืชื•ื ื™ื IO ื•ื™ืจื˜ื•ืืœื™ ืœืžืื’ืจ ื”ื ืชื•ื ื™ื ื”ืคื ื™ืžื™ ื•ืžืžื ื•

ืกื™ื•ืžื•ืช ืงื‘ืฆื™ื ืžื–ื•ื”ื•ืช: .@

dicom ืชืžื•ื ื” ื“ื•-ืžืžื“ื™ืช io ืขื‘ื•ืจ DICOM

ืกื™ื•ืžื•ืช ืงื‘ืฆื™ื ืžื•ื›ืจื•ืช: .DCM, .dcm

ืกื•ื’ื™ ืืœืžื ื˜ื™ื ื ืชืžื›ื™ื:
ื—ืชื•ื 16 ืกื™ื‘ื™ื•ืช, 16 ืกื™ื‘ื™ื•ืช ืœืœื ื—ืชื™ืžื”

exr ืชื•ืกืฃ 2dimage io ืขื‘ื•ืจ ืชืžื•ื ื•ืช OpenEXR

ืกื™ื•ืžื•ืช ืงื‘ืฆื™ื ืžื•ื›ืจื•ืช: .EXR, .exr

ืกื•ื’ื™ ืืœืžื ื˜ื™ื ื ืชืžื›ื™ื:
32 ืกื™ื‘ื™ื•ืช ืœืœื ืกื™ืžืŸ, ื ืงื•ื“ื” ืฆืคื” 32 ืกื™ื‘ื™ื•ืช

jpg ืชื•ืกืฃ 2dimage io ืœืชืžื•ื ื•ืช ื‘ืงื ื” ืžื™ื“ื” ืืคื•ืจ ืฉืœ jpeg

ืกื™ื•ืžื•ืช ืงื‘ืฆื™ื ืžื•ื›ืจื•ืช: .JPEG, .JPG, .jpeg, .jpg

ืกื•ื’ื™ ืืœืžื ื˜ื™ื ื ืชืžื›ื™ื:
8 ื‘ื™ื˜ ืœื ื—ืชื•ื

png ืชื•ืกืฃ 2dimage io ืœืชืžื•ื ื•ืช png

ืกื™ื•ืžื•ืช ืงื‘ืฆื™ื ืžื•ื›ืจื•ืช: .PNG, .png

ืกื•ื’ื™ ืืœืžื ื˜ื™ื ื ืชืžื›ื™ื:
ื ืชื•ื ื™ื ื‘ื™ื ืืจื™ื™ื, 8 ืกื™ื‘ื™ื•ืช ืœืœื ืกื™ืžืŸ, 16 ืกื™ื‘ื™ื•ืช ืœืœื ืกื™ืžืŸ

ื—ื™ ืชืžื™ื›ื” ื‘ืคืœื˜ ืชืžื•ื ื” RAW ื“ื•-ืžืžื“ื™ืช

ืกื™ื•ืžื•ืช ืงื‘ืฆื™ื ืžื•ื›ืจื•ืช: .RAW, .raw

ืกื•ื’ื™ ืืœืžื ื˜ื™ื ื ืชืžื›ื™ื:
ื ืชื•ื ื™ื ื‘ื™ื ืืจื™ื™ื, 8 ืกื™ื‘ื™ื•ืช ื‘ืกื™ืžืŸ, 8 ืกื™ื‘ื™ื•ืช ืœืœื ืกื™ืžืŸ, 16 ืกื™ื‘ื™ื•ืช ื‘ืกื™ืžืŸ, 16 ืกื™ื‘ื™ื•ืช ืœืœื ืกื™ืžืŸ,
ื—ืชื•ื 32 ืกื™ื‘ื™ื•ืช, ืœืœื ืกื™ืžืŸ 32 ืกื™ื‘ื™ื•ืช, ื ืงื•ื“ื” ืฆืคื” 32 ืกื™ื‘ื™ื•ืช, ื ืงื•ื“ื” ืฆืคื” 64
ืงืฆืช

ื˜ื™ืฃ ืชืžื™ื›ื” ื‘ืงืœื˜/ืคืœื˜ ืฉืœ TIFF ื‘ืชืžื•ื ื” ื“ื•-ืžืžื“ื™ืช

ืกื™ื•ืžื•ืช ืงื‘ืฆื™ื ืžื•ื›ืจื•ืช: .TIF, .TIFF, .tif, .tiff

ืกื•ื’ื™ ืืœืžื ื˜ื™ื ื ืชืžื›ื™ื:
ื ืชื•ื ื™ื ื‘ื™ื ืืจื™ื™ื, 8 ื‘ื™ื˜ ืœืœื ืกื™ืžืŸ, 16 ืกื™ื‘ื™ื•ืช ืœืœื ืกื™ืžืŸ, 32 ืกื™ื‘ื™ื•ืช ืœืœื ืกื™ืžืŸ

Vista ืชื•ืกืฃ 2Dimage io ืœืชืžื•ื ื•ืช Vista

ืกื™ื•ืžื•ืช ืงื‘ืฆื™ื ืžื•ื›ืจื•ืช: .V, .VISTA, .v, .vista

ืกื•ื’ื™ ืืœืžื ื˜ื™ื ื ืชืžื›ื™ื:
ื ืชื•ื ื™ื ื‘ื™ื ืืจื™ื™ื, 8 ืกื™ื‘ื™ื•ืช ื‘ืกื™ืžืŸ, 8 ืกื™ื‘ื™ื•ืช ืœืœื ืกื™ืžืŸ, 16 ืกื™ื‘ื™ื•ืช ื‘ืกื™ืžืŸ, 16 ืกื™ื‘ื™ื•ืช ืœืœื ืกื™ืžืŸ,
ื—ืชื•ื 32 ืกื™ื‘ื™ื•ืช, ืœืœื ืกื™ืžืŸ 32 ืกื™ื‘ื™ื•ืช, ื ืงื•ื“ื” ืฆืคื” 32 ืกื™ื‘ื™ื•ืช, ื ืงื•ื“ื” ืฆืคื” 64
ืงืฆืช

ืชื•ืกืคื™ื: 2dimage/maskedcost


lncc ืžืชืื ืฆื•ืœื‘ ืžืงื•ืžื™ ืžื ื•ืจืžืœ ืขื ืชืžื™ื›ืช ืžื™ืกื•ืš., ืคืจืžื˜ืจื™ื ื ืชืžื›ื™ื
ื”ื:

w = 5; uint in [1, 256]
ื—ืฆื™ ืจื•ื—ื‘ ืฉืœ ื”ื—ืœื•ืŸ ื”ืžืฉืžืฉ ืœื”ืขืจื›ืช ื”ืฆืœื‘ ื”ืžืงื•ืžื™
ืžืชืื.

mi ืžื™ื“ืข ื”ื“ื“ื™ ืžื‘ื•ืกืก ืกืคืœื™ื™ืŸ ืคืจื–ืŸ ืขื ืžื™ืกื•ืš. ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

ืœื—ืชื•ืš = 0; ืœืฆื•ืฃ ืคื ื™ืžื” [0, 40]
ืื—ื•ื– ื”ืคื™ืงืกืœื™ื ืœื—ื™ืชื•ืš ื‘ืขื•ืฆืžื•ืช ื’ื‘ื•ื”ื•ืช ื•ื ืžื•ื›ื•ืช ืœื”ืกืจื”
ื—ืจื™ื’ื™ื.

mbins = 64; uint in [1, 256]
ืžืกืคืจ ืคื—ื™ ื”ื”ื™ืกื˜ื•ื’ืจืžื” ื”ืžืฉืžืฉื™ื ืœืชืžื•ื ื” ื”ื ืขื”.

ืžืงืจื ืœ = [bspline:d=3]; ื‘ื™ืช ื—ืจื•ืฉืช
ืœื™ื‘ืช Spline ืขื‘ื•ืจ ืชืžื•ื ื” ื ืขื” parzen hinstogram. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื
ืจืื” PLUGINS:1d/splinekernel

ืจื‘ื™ื ืก = 64; uint in [1, 256]
ืžืกืคืจ ืคื—ื™ ื”ื”ื™ืกื˜ื•ื’ืจืžื” ื”ืžืฉืžืฉื™ื ืœืชืžื•ื ืช ื”ื”ืคื ื™ื”.

rkernel = [bspline:d=0]; ื‘ื™ืช ื—ืจื•ืฉืช
ื’ืจืขื™ืŸ ืกืคืœื™ื™ืŸ ืœืชืžื•ื ืช ื”ืชื™ื™ื—ืกื•ืช parzen hinstogram. ืขื‘ื•ืจ ืชืงืข ื ืชืžืš-
ins ืจืื” PLUGINS:1d/splinekernel

Ncc ืžืชืื ืฆื•ืœื‘ ืžื ื•ืจืžืœ ืขื ืชืžื™ื›ืช ืžื™ืกื•ืš.

(ืœืœื ืคืจืžื˜ืจื™ื)

SSD ืกื›ื•ื ื”ื”ื‘ื“ืœื™ื ื‘ืจื™ื‘ื•ืข ืขื ืžื™ืกื•ืš.

(ืœืœื ืคืจืžื˜ืจื™ื)

ืชื•ืกืคื™ื: ืชืžื•ื ื”/ื˜ืจื ืกืคื•ืจืžืฆื™ื” ืชืœืช ืžื™ืžื“ื™ืช


ืžืืคื™ื™ืŸ ื˜ืจื ืกืคื•ืจืžืฆื™ื” ืงืฉื•ืจื” (ืฉืฉ ื“ืจื’ื•ืช ื—ื•ืคืฉ). ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

imgboundary = ืžืจืื”; ื‘ื™ืช ื—ืจื•ืฉืช
ืชื ืื™ ื’ื‘ื•ืœ ืฉืœ ืื™ื ื˜ืจืคื•ืœืฆื™ื” ืฉืœ ืชืžื•ื ื”. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื ืจืื”
ืชื•ืกืคื™ื:1d/splinebc

imgkernel = [bspline:d=3]; ื‘ื™ืช ื—ืจื•ืฉืช
ืœื™ื‘ืช ืื™ื ื˜ืจืคื•ืœื˜ื•ืจ ืชืžื•ื ื”. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื ืจืื”
PLUGINS:1d/splinekernel

ื ื•ืงืฉื” ื˜ืจื ืกืคื•ืจืžืฆื™ื•ืช ืงืฉื™ื—ื•ืช (ื›ืœื•ืžืจ ืกื™ื‘ื•ื‘ ื•ืชืจื’ื•ื, ืฉืœื•ืฉ ื“ืจื’ื•ืช ืฉืœ
freedom), ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

imgboundary = ืžืจืื”; ื‘ื™ืช ื—ืจื•ืฉืช
ืชื ืื™ ื’ื‘ื•ืœ ืฉืœ ืื™ื ื˜ืจืคื•ืœืฆื™ื” ืฉืœ ืชืžื•ื ื”. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื ืจืื”
ืชื•ืกืคื™ื:1d/splinebc

imgkernel = [bspline:d=3]; ื‘ื™ืช ื—ืจื•ืฉืช
ืœื™ื‘ืช ืื™ื ื˜ืจืคื•ืœื˜ื•ืจ ืชืžื•ื ื”. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื ืจืื”
PLUGINS:1d/splinekernel

ืจื™ืงื‘ื•ืŸ-ืžืจื›ื– = [[0,0]]; 2dfvector
ืžืจื›ื– ืกื™ื‘ื•ื‘ ื™ื—ืกื™, ื›ืœื•ืžืจ <0.5,0.5> ืžืชืื™ื ืœืžืจื›ื– ื”-
ืžืœื‘ืŸ ืชืžื™ื›ื”.

ืจื•ื˜ืฆื™ื” ื˜ืจื ืกืคื•ืจืžืฆื™ื•ืช ืกื™ื‘ื•ื‘ (ื›ืœื•ืžืจ ืกื™ื‘ื•ื‘ ืกื‘ื™ื‘ ืžืจื›ื– ื ืชื•ืŸ, ืžืขืœื” ืื—ืช ืฉืœ
freedom), ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

imgboundary = ืžืจืื”; ื‘ื™ืช ื—ืจื•ืฉืช
ืชื ืื™ ื’ื‘ื•ืœ ืฉืœ ืื™ื ื˜ืจืคื•ืœืฆื™ื” ืฉืœ ืชืžื•ื ื”. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื ืจืื”
ืชื•ืกืคื™ื:1d/splinebc

imgkernel = [bspline:d=3]; ื‘ื™ืช ื—ืจื•ืฉืช
ืœื™ื‘ืช ืื™ื ื˜ืจืคื•ืœื˜ื•ืจ ืชืžื•ื ื”. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื ืจืื”
PLUGINS:1d/splinekernel

ืจื™ืงื‘ื•ืŸ-ืžืจื›ื– = [[0,0]]; 2dfvector
ืžืจื›ื– ืกื™ื‘ื•ื‘ ื™ื—ืกื™, ื›ืœื•ืžืจ <0.5,0.5> ืžืชืื™ื ืœืžืจื›ื– ื”-
ืžืœื‘ืŸ ืชืžื™ื›ื”.

ืฉืึถื’ึถื ื˜ืจื ืกืคื•ืจืžืฆื™ื” ื‘ืฆื•ืจื” ื—ื•ืคืฉื™ืช ืฉื ื™ืชืŸ ืœืชืืจ ืขืœ ื™ื“ื™ ืงื‘ื•ืฆื” ืฉืœ ืžืงื“ืžื™ B-spline
ื•ืงืจื ืœ B-spline ื”ื‘ืกื™ืกื™., ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

ืื ื–ื•ืจื” = [[0,0]]; 2dfvector
ืฉื™ืขื•ืจ ืžืงื“ื ืื ื–ื•ื˜ืจื•ืคื™ ื‘ืคื™ืงืกืœื™ื, ืขืจื›ื™ื ืœื ื—ื™ื•ื‘ื™ื™ื ื™ื”ื™ื•
ืžื•ื—ืœืฃ ืขืœ ื™ื“ื™ ืขืจืš 'ืฉื™ืขื•ืจ'..

imgboundary = ืžืจืื”; ื‘ื™ืช ื—ืจื•ืฉืช
ืชื ืื™ ื’ื‘ื•ืœ ืฉืœ ืื™ื ื˜ืจืคื•ืœืฆื™ื” ืฉืœ ืชืžื•ื ื”. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื ืจืื”
ืชื•ืกืคื™ื:1d/splinebc

imgkernel = [bspline:d=3]; ื‘ื™ืช ื—ืจื•ืฉืช
ืœื™ื‘ืช ืื™ื ื˜ืจืคื•ืœื˜ื•ืจ ืชืžื•ื ื”. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื ืจืื”
PLUGINS:1d/splinekernel

ื’ืจืขื™ืŸ = [bspline:d=3]; ื‘ื™ืช ื—ืจื•ืฉืช
ื˜ืจื ืกืคื•ืจืžืฆื™ื” spline kernel.. ืขื‘ื•ืจ ืชื•ืกืคื™ื ื ืชืžื›ื™ื ืจืื”
PLUGINS:1d/splinekernel

ืขื•ึนื ึถืฉื = ; ื‘ื™ืช ื—ืจื•ืฉืช
ืชื ืื™ ืขื•ื ืฉ ื˜ืจื ืกืคื•ืจืžืฆื™ื”. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื ืจืื”
ืชื•ืกืคื™ื: 2dtransform/spline penalty

ืฉื™ืขื•ืจื™ = 10; ืœืฆื•ืฃ ืคื ื™ืžื” [1, inf)
ืฉื™ืขื•ืจ ืžืงื“ื ืื™ื–ื•ื˜ืจื•ืคื™ ื‘ืคื™ืงืกืœื™ื.

ืœืชืจื’ื ืชืจื’ื•ื ื‘ืœื‘ื“ (ืฉืชื™ ื“ืจื’ื•ืช ื—ื•ืคืฉ), ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

imgboundary = ืžืจืื”; ื‘ื™ืช ื—ืจื•ืฉืช
ืชื ืื™ ื’ื‘ื•ืœ ืฉืœ ืื™ื ื˜ืจืคื•ืœืฆื™ื” ืฉืœ ืชืžื•ื ื”. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื ืจืื”
ืชื•ืกืคื™ื:1d/splinebc

imgkernel = [bspline:d=3]; ื‘ื™ืช ื—ืจื•ืฉืช
ืœื™ื‘ืช ืื™ื ื˜ืจืคื•ืœื˜ื•ืจ ืชืžื•ื ื”. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื ืจืื”
PLUGINS:1d/splinekernel

vf ืชื•ืกืฃ ื–ื” ืžื™ื™ืฉื ื˜ืจื ืกืคื•ืจืžืฆื™ื” ื”ืžื’ื“ื™ืจื” ืชืจื’ื•ื ืœื›ืœ ืื—ื“
ื ืงื•ื“ืช ื”ืจืฉืช ื”ืžื’ื“ื™ืจื” ืืช ืชื—ื•ื ื”ื˜ืจื ืกืคื•ืจืžืฆื™ื”., ื ืชืžื›ืช
ื”ืคืจืžื˜ืจื™ื ื”ื:

imgboundary = ืžืจืื”; ื‘ื™ืช ื—ืจื•ืฉืช
ืชื ืื™ ื’ื‘ื•ืœ ืฉืœ ืื™ื ื˜ืจืคื•ืœืฆื™ื” ืฉืœ ืชืžื•ื ื”. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื ืจืื”
ืชื•ืกืคื™ื:1d/splinebc

imgkernel = [bspline:d=3]; ื‘ื™ืช ื—ืจื•ืฉืช
ืœื™ื‘ืช ืื™ื ื˜ืจืคื•ืœื˜ื•ืจ ืชืžื•ื ื”. ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ ืคืœืื’ื™ืŸ ื ืชืžื›ื™ื ืจืื”
PLUGINS:1d/splinekernel

ืชื•ืกืคื™ื: 2dtransform/io


BBS IO ื‘ื™ื ืืจื™ (ืœื ื ื™ื™ื“) ืžืกื•ื“ืจ ืฉืœ ื˜ืจื ืกืคื•ืจืžืฆื™ื•ืช ืชืœืช ืžื™ืžื“

ืกื™ื•ืžื•ืช ืงื‘ืฆื™ื ืžื•ื›ืจื•ืช: .bbs

ืžืื’ืจ ื ืชื•ื ื™ื IO ื•ื™ืจื˜ื•ืืœื™ ืœืžืื’ืจ ื”ื ืชื•ื ื™ื ื”ืคื ื™ืžื™ ื•ืžืžื ื•

ืกื™ื•ืžื•ืช ืงื‘ืฆื™ื ืžื–ื•ื”ื•ืช: .@

Vista ืื—ืกื•ืŸ Vista ืฉืœ ื˜ืจื ืกืคื•ืจืžืฆื™ื•ืช ืชืœืช ืžื™ืžื“ื™ื•ืช

ืกื™ื•ืžื•ืช ืงื‘ืฆื™ื ืžื–ื•ื”ื•ืช: .v2dt

xml IO ืžืกื•ื“ืจ ืฉืœ XML ืฉืœ ื˜ืจื ืกืคื•ืจืžืฆื™ื•ืช ืชืœืช ืžื™ืžื“ื™ื•ืช

ืกื™ื•ืžื•ืช ืงื‘ืฆื™ื ืžื–ื•ื”ื•ืช: .x2dt

ืชื•ืกืคื™ื: 2dtransform/spline penalty


divcurl ืขื•ื ืฉ divcurl ืขืœ ื”ื˜ืจื ืกืคื•ืจืžืฆื™ื”, ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

ืชืœืชืœ = 1; ืœืฆื•ืฃ ืคื ื™ืžื” [0, inf)
ืžืฉืงืœ ืขื•ื ืฉ ืขืœ ืชืœืชืœ.

div = 1; ืœืฆื•ืฃ ืคื ื™ืžื” [0, inf)
ืžืฉืงืœ ืขื•ื ืฉ ืขืœ ืกื˜ื™ื™ื”.

ื ื•ืจืžื” = 0; bool
ื”ื’ื“ืจ ืœ-1 ืื ื™ืฉ ืœื ืจืžืœ ืืช ื”ืขื•ื ืฉ ื‘ื™ื—ืก ืœืชืžื•ื ื”
ื’ื•ื“ืœ.

ืžึดืฉืืงึธืœ = 1; ืœืฆื•ืฃ ืคื ื™ืžื” (0, ืื™ื ืค)
ืžืฉืงืœ ืื ืจื’ื™ื™ืช ื”ืขื•ื ืฉ.

ืชื•ืกืคื™ื: ืžื–ืขืจ/ืขืœื•ืช ื™ื—ื™ื“ื”


gdas ื™ืจื™ื“ื” ื‘ืฉื™ืคื•ืข ืขื ืชื™ืงื•ืŸ ื’ื•ื“ืœ ืฆืขื“ ืื•ื˜ื•ืžื˜ื™., ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

ftolr = 0; ื›ืคื•ืœ ื‘-[0, inf)
ืขืฆื•ืจ ืื ื”ืฉื™ื ื•ื™ ื”ื™ื—ืกื™ ืฉืœ ื”ืงืจื™ื˜ืจื™ื•ืŸ ื ืžืฆื ืžืชื—ืช..

ืžืงืกื™ืžื•ื ืฆืขื“ = 2; ื›ืคื•ืœ ืคื ื™ืžื” (0, ืื™ื ืค)
ื’ื•ื“ืœ ืฆืขื“ ืื‘ืกื•ืœื•ื˜ื™ ืžืงืกื™ืžืœื™.

ืžืงืกื™ื˜ืจ = 200; uint in [1, inf)
ืงืจื™ื˜ืจื™ื•ืŸ ืขืฆื™ืจื”: ื”ืžืกืคืจ ื”ืžืจื‘ื™ ืฉืœ ืื™ื˜ืจืฆื™ื•ืช.

ืฉืœื‘ ืžื™ื ื™ืžืœื™ = 0.1; ื›ืคื•ืœ ืคื ื™ืžื” (0, ืื™ื ืค)
ื’ื•ื“ืœ ืฆืขื“ ืžื•ื—ืœื˜ ืžื™ื ื™ืžืœื™.

xtola = 0.01; ื›ืคื•ืœ ื‘-[0, inf)
ืขืฆื•ืจ ืื ื”-inf-norm ืฉืœ ื”ืฉื™ื ื•ื™ ืฉื”ื•ื—ืœ ืขืœ x ืžืชื—ืช ืœืขืจืš ื–ื”..

gdsq ื™ืจื™ื“ื” ื‘ืฉื™ืคื•ืข ืขื ืื•ืžื“ืŸ ืฆืขื“ ืจื™ื‘ื•ืขื™, ืคืจืžื˜ืจื™ื ื ืชืžื›ื™ื ื”ื:

ftolr = 0; ื›ืคื•ืœ ื‘-[0, inf)
ืขืฆื•ืจ ืื ื”ืฉื™ื ื•ื™ ื”ื™ื—ืกื™ ืฉืœ ื”ืงืจื™ื˜ืจื™ื•ืŸ ื ืžืฆื ืžืชื—ืช..

gtola = 0; ื›ืคื•ืœ ื‘-[0, inf)
ืขืฆื•ืจ ืื ื”-inf-norm ืฉืœ ื”ืฉื™ืคื•ืข ืžืชื—ืช ืœืขืจืš ื–ื”..

ืžืงืกื™ื˜ืจ = 100; uint in [1, inf)
ืงืจื™ื˜ืจื™ื•ืŸ ืขืฆื™ืจื”: ื”ืžืกืคืจ ื”ืžืจื‘ื™ ืฉืœ ืื™ื˜ืจืฆื™ื•ืช.

ืกื•ืœื = 2; ื›ืคื•ืœ ืคื ื™ืžื” (1, ืื™ื ืค)
ืงื ื” ืžื™ื“ื” ืงื‘ื•ืข ืฉืœ ืงื ื” ืžื™ื“ื” ืฉืœ ื’ื•ื“ืœ ืฆืขื“.

ืฆืขื“ = 0.1; ื›ืคื•ืœ ืคื ื™ืžื” (0, ืื™ื ืค)
ื’ื•ื“ืœ ื”ืฆืขื“ ื”ืจืืฉื•ื ื™.

xtola = 0; ื›ืคื•ืœ ื‘-[0, inf)
ืขืฆื•ืจ ืื ื”-inf-norm ืฉืœ x-update ืžืชื—ืช ืœืขืจืš ื–ื”..

gsl ืชื•ืกืฃ ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ื”ืžื‘ื•ืกืก ืขืœ ืื•ืคื˜ื™ืžื™ื–ืฆื™ื™ืช ื”-multimin ืฉืœ ื”ืกืคืจื™ื™ื” ื”ืžื“ืขื™ืช ืฉืœ ื’ื ื•
(GSL) https://www.gnu.org/software/gsl/, ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

eps = 0.01; ื›ืคื•ืœ ืคื ื™ืžื” (0, ืื™ื ืค)
ืžื™ื˜ื•ื‘ื™ื ืžื‘ื•ืกืกื™ ื’ืจื“ื™ืื ื˜: ืขืฆื•ืจ ื›ืืฉืจ |grad| < eps, simplex: ืขืฆื•ืจ ืžืชื™
ื’ื•ื“ืœ ืกื™ืžืคืœืงืก < eps..

iter = 100; uint in [1, inf)
ืžืกืคืจ ืžืงืกื™ืžืœื™ ืฉืœ ืื™ื˜ืจืฆื™ื•ืช.

ืœึดื‘ื—ื•ึนืจ = gd; ื›ืชื™ื‘
ื›ืœื™ ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ืกืคืฆื™ืคื™ ืœืฉื™ืžื•ืฉ.. ื”ืขืจื›ื™ื ื”ื ืชืžื›ื™ื ื”ื:
bfgs - ื‘ืจื•ื™ื“ืŸ-ืคืœื˜ืฉืจ-ื’ื•ืœื“ืคืจื‘-ืฉืืŸ
bfgs2 - Broyden-Fletcher-Goldfarb-Shann (ื”ื’ืจืกื” ื”ื™ืขื™ืœื” ื‘ื™ื•ืชืจ)
cg-fr - ืืœื’ื•ืจื™ืชื ื’ืจื“ื™ืื ื˜ ืžืฆื•ืžื“ ืฉืœ Flecher-Reeves
gd - ื™ืจื™ื“ื” ื‘ืฉื™ืคื•ืข.
ื—ื“ ืžื’ืžื™ - ืืœื’ื•ืจื™ืชื ืคืฉื•ื˜ ืฉืœ Nelder ื•-Mead
cg-pr - ืืœื’ื•ืจื™ืชื ื’ืจื“ื™ืื ื˜ ืžืฆื•ืžื“ ืฉืœ Polak-Ribiere

ืฆืขื“ = 0.001; ื›ืคื•ืœ ืคื ื™ืžื” (0, ืื™ื ืค)
ื’ื•ื“ืœ ื”ืฆืขื“ ื”ืจืืฉื•ื ื™.

tol = 0.1; ื›ืคื•ืœ ืคื ื™ืžื” (0, ืื™ื ืค)
ืคืจืžื˜ืจ ืกื•ื‘ืœื ื•ืช ื›ืœืฉื”ื•.

nlopt ืืœื’ื•ืจื™ืชืžื™ ืžื–ืขืจ ื‘ืืžืฆืขื•ืช ืกืคืจื™ื™ืช NLOPT, ืœืชื™ืื•ืจ ืฉืœ
ืžื™ื™ืขืœื™ื ื‘ื‘ืงืฉื” ืจืื” 'http://ab-
initio.mit.edu/wiki/index.php/NLopt_Algorithms', ื”ืคืจืžื˜ืจื™ื ื”ื ืชืžื›ื™ื ื”ื:

ftola = 0; ื›ืคื•ืœ ื‘-[0, inf)
ืงืจื™ื˜ืจื™ื•ืŸ ืขืฆื™ืจื”: ื”ืฉื™ื ื•ื™ ื”ืžื•ื—ืœื˜ ืฉืœ ื”ืขืจืš ื”ืื•ื‘ื™ื™ืงื˜ื™ื‘ื™ ื ืžืฆื ืœืžื˜ื”
ื”ืขืจืš ื”ื–ื”.

ftolr = 0; ื›ืคื•ืœ ื‘-[0, inf)
ืงืจื™ื˜ืจื™ื•ืŸ ืขืฆื™ืจื”: ื”ืฉื™ื ื•ื™ ื”ื™ื—ืกื™ ืฉืœ ื”ืขืจืš ื”ืื•ื‘ื™ื™ืงื˜ื™ื‘ื™ ื ืžืฆื ืœืžื˜ื”
ื”ืขืจืš ื”ื–ื”.

ื’ื‘ื•ื” ื™ื•ืชืจ = inf; ืœึฐื”ึทื›ืคึผึดื™ืœ
ื’ื‘ื•ืœ ื’ื‘ื•ื” ื™ื•ืชืจ (ืฉื•ื•ื” ืœื›ืœ ื”ืคืจืžื˜ืจื™ื).

local-opt = ืื™ืŸ; ื›ืชื™ื‘
ืืœื’ื•ืจื™ืชื ืžื–ืขื•ืจ ืžืงื•ืžื™ ืฉืขืฉื•ื™ ืœื”ื™ื“ืจืฉ ืขื‘ื•ืจ ื”ืจืืฉื™
ืืœื’ื•ืจื™ืชื ืžื–ืขื•ืจ.. ื”ืขืจื›ื™ื ื”ื ืชืžื›ื™ื ื”ื:
gn-orig-direct-l - ื—ืœื•ืงืช ืžืœื‘ื ื™ื (ื™ื™ืฉื•ื ืžืงื•ืจื™,
ืžื•ื˜ื” ืžืงื•ืžื™ืช)
gn-direct-l-noscal - ื—ืœื•ืงืช ืžืœื‘ื ื™ื (ืœืœื ืงื ื” ืžื™ื“ื”, ืžื•ื˜ื” ืžืงื•ืžื™ืช)
gn-isres - ืืกื˜ืจื˜ื’ื™ื™ืช ืื‘ื•ืœื•ืฆื™ื” ืฉืœ ื“ื™ืจื•ื’ ืกื˜ื•ื›ืกื˜ื™ ืžืฉื•ืคืจืช
ld-tnewton ื ื™ื•ื˜ื•ืŸ ืงื˜ื•ื
gn-direct-l-rand - ื—ืœื•ืงืช ืžืœื‘ื ื™ื (ืžื•ื˜ื•ืช ืžืงื•ืžื™ืช, ืืงืจืื™ืช)
ื‘-newuoa - ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ื‘ืœืชื™ ืžื•ื’ื‘ืœืช ืœืœื ื ื’ื–ืจื™ื ืขืœ ื™ื“ื™ ืื™ื˜ืจื˜ื™ื‘ื™
ืงื™ืจื•ื‘ ืจื™ื‘ื•ืขื™ ื‘ื ื•ื™
gn-direct-l-rand-noscale - ื—ืœื•ืงืช ืžืœื‘ื ื™ื (ืœืœื ืงื ื” ืžื™ื“ื”, ืžืงื•ืžื™
ืžื•ื˜ื”, ืืงืจืื™)
gn-orig-direct - ื—ืœื•ืงืช ืžืœื‘ื ื™ื (ื™ื™ืฉื•ื ืžืงื•ืจื™)
ld-tnewton-precond - ื ื™ื•ื˜ื•ืŸ ืงื˜ื•ื ืžื•ืชื ื” ืžืจืืฉ
ld-tnewton-restart - ื ื™ื•ื˜ื•ืŸ ืงื˜ื•ื ืขื ื”ืชื ืขื” ืžื—ื“ืฉ ื‘ื™ืจื™ื“ื” ื”ืชืœื•ืœื” ื‘ื™ื•ืชืจ
gn-direct - ื—ืœื•ืงืช ืžืœื‘ื ื™ื
ln-neldermead - ืืœื’ื•ืจื™ืชื ืกื™ืžืคืœืงืก ืฉืœ Nelder-Mead
ืื™ืŸ-ืงื•ื‘ื™ืœื” - ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ืžื•ื’ื‘ืœืช ืขืœ ื™ื“ื™ ืงื™ืจื•ื‘ ืœื™ื ื™ืืจื™
gn-crs2-lm - ื—ื™ืคื•ืฉ ืืงืจืื™ ืžื‘ื•ืงืจ ืขื ืžื•ื˜ืฆื™ื” ืžืงื•ืžื™ืช
ld-var2 - ืžืฉืชื ื”-ืžื“ื“ ืžื•ื’ื‘ืœ ื‘ื–ื™ื›ืจื•ืŸ, ื“ื™ืจื•ื’ 2
ld-var1 - ืžืฉืชื ื”-ืžื“ื“ ืžื•ื’ื‘ืœ ื‘ื–ื™ื›ืจื•ืŸ, ื“ื™ืจื•ื’ 1
ld-mma - ืฉื™ื˜ืช ื”ืขื‘ืจืช ืืกื™ืžืคื˜ื•ื˜ื™ื
ld-lbfgs-nocedal - ืืฃ ืื—ื“
ld-lbfgs - BFGS ืขื ืื—ืกื•ืŸ ื ืžื•ืš
gn-direct-l - ื—ืœื•ืงืช ืžืœื‘ื ื™ื (ืžื•ื˜ื•ืช ืžืงื•ืžื™ืช)
ืืฃ ืœื ืื—ื“ - ืืœ ืชืฆื™ื™ืŸ ืืœื’ื•ืจื™ืชื
ืื™ื -ื‘ื•ื‘ื™ืงื” - ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ืžื•ื’ื‘ืœืช ืœืœื ื ื’ื–ืจื™ื
ln-sbplx - ื’ืจืกื” ืชืช-ืžืคืœืกื™ืช ืฉืœ Nelder-Mead
ื‘-newuoa-bound - ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ืžื•ื’ื‘ืœืช ืœืœื ื ื’ื–ืจื™ื ืขืœ ื™ื“ื™
ืงื™ืจื•ื‘ ืจื™ื‘ื•ืขื™ ืฉื ื‘ื ื” ื‘ืื•ืคืŸ ืื™ื˜ืจื˜ื™ื‘ื™
ื‘ืคืจืงืกื™ืก - ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ืžืงื•ืžื™ืช ืœืœื ืฉื™ืคื•ืข ื‘ืืžืฆืขื•ืช ื”ืฆื™ืจ ื”ืจืืฉื™
ืฉืึดื™ื˜ึธื”
gn-direct-noscal - ื—ืœื•ืงืช ืžืœื‘ื ื™ื (ืœืœื ืงื ื” ืžื™ื“ื”)
ld-tnewton-precond-restart - ื ื™ื•ื˜ื•ืŸ ืงื˜ื•ื ืžื•ืชื ื” ืžืจืืฉ ืขื
ื”ืชื ืขื” ืžื—ื“ืฉ ื‘ื™ืจื™ื“ื” ื”ืชืœื•ืœื” ื‘ื™ื•ืชืจ

ืœื”ื•ืจื™ื“ = -inf; ืœึฐื”ึทื›ืคึผึดื™ืœ
ื’ื‘ื•ืœ ืชื—ืชื•ืŸ (ืฉื•ื•ื” ืœื›ืœ ื”ืคืจืžื˜ืจื™ื).

ืžืงืกื™ื˜ืจ = 100; int ื‘-[1, inf)
ืงืจื™ื˜ืจื™ื•ืŸ ืขืฆื™ืจื”: ื”ืžืกืคืจ ื”ืžืจื‘ื™ ืฉืœ ืื™ื˜ืจืฆื™ื•ืช.

ืœึดื‘ื—ื•ึนืจ = ld-lbfgs; ื›ืชื™ื‘
ืืœื’ื•ืจื™ืชื ืžื–ืขื•ืจ ืจืืฉื™. ื”ืขืจื›ื™ื ื”ื ืชืžื›ื™ื ื”ื:
gn-orig-direct-l - ื—ืœื•ืงืช ืžืœื‘ื ื™ื (ื™ื™ืฉื•ื ืžืงื•ืจื™,
ืžื•ื˜ื” ืžืงื•ืžื™ืช)
g-mlsl-lds - ืงื™ืฉื•ืจ ืจื‘-ืฉื›ื‘ืชื™ ื™ื—ื™ื“ (ืจืฆืฃ ืื™ ื”ืชืืžื” ื ืžื•ืš,
ื“ื•ืจืฉื™ื ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ื•ื’ื‘ื•ืœื•ืช ืžืงื•ืžื™ื™ื ื”ืžื‘ื•ืกืกื™ื ืขืœ ื’ืจื“ื™ืื ื˜)
gn-direct-l-noscal - ื—ืœื•ืงืช ืžืœื‘ื ื™ื (ืœืœื ืงื ื” ืžื™ื“ื”, ืžื•ื˜ื” ืžืงื•ืžื™ืช)
gn-isres - ืืกื˜ืจื˜ื’ื™ื™ืช ืื‘ื•ืœื•ืฆื™ื” ืฉืœ ื“ื™ืจื•ื’ ืกื˜ื•ื›ืกื˜ื™ ืžืฉื•ืคืจืช
ld-tnewton ื ื™ื•ื˜ื•ืŸ ืงื˜ื•ื
gn-direct-l-rand - ื—ืœื•ืงืช ืžืœื‘ื ื™ื (ืžื•ื˜ื•ืช ืžืงื•ืžื™ืช, ืืงืจืื™ืช)
ื‘-newuoa - ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ื‘ืœืชื™ ืžื•ื’ื‘ืœืช ืœืœื ื ื’ื–ืจื™ื ืขืœ ื™ื“ื™ ืื™ื˜ืจื˜ื™ื‘ื™
ืงื™ืจื•ื‘ ืจื™ื‘ื•ืขื™ ื‘ื ื•ื™
gn-direct-l-rand-noscale - ื—ืœื•ืงืช ืžืœื‘ื ื™ื (ืœืœื ืงื ื” ืžื™ื“ื”, ืžืงื•ืžื™
ืžื•ื˜ื”, ืืงืจืื™)
gn-orig-direct - ื—ืœื•ืงืช ืžืœื‘ื ื™ื (ื™ื™ืฉื•ื ืžืงื•ืจื™)
ld-tnewton-precond - ื ื™ื•ื˜ื•ืŸ ืงื˜ื•ื ืžื•ืชื ื” ืžืจืืฉ
ld-tnewton-restart - ื ื™ื•ื˜ื•ืŸ ืงื˜ื•ื ืขื ื”ืชื ืขื” ืžื—ื“ืฉ ื‘ื™ืจื™ื“ื” ื”ืชืœื•ืœื” ื‘ื™ื•ืชืจ
gn-direct - ื—ืœื•ืงืช ืžืœื‘ื ื™ื
auglag-eq - ืืœื’ื•ืจื™ืชื ืœื’ืจืื ื’'ื™ ืžื•ื’ื‘ืจ ืขื ืื™ืœื•ืฆื™ ืฉื•ื•ื™ื•ืŸ
ืจืง
ln-neldermead - ืืœื’ื•ืจื™ืชื ืกื™ืžืคืœืงืก ืฉืœ Nelder-Mead
ืื™ืŸ-ืงื•ื‘ื™ืœื” - ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ืžื•ื’ื‘ืœืช ืขืœ ื™ื“ื™ ืงื™ืจื•ื‘ ืœื™ื ื™ืืจื™
gn-crs2-lm - ื—ื™ืคื•ืฉ ืืงืจืื™ ืžื‘ื•ืงืจ ืขื ืžื•ื˜ืฆื™ื” ืžืงื•ืžื™ืช
ld-var2 - ืžืฉืชื ื”-ืžื“ื“ ืžื•ื’ื‘ืœ ื‘ื–ื™ื›ืจื•ืŸ, ื“ื™ืจื•ื’ 2
ld-var1 - ืžืฉืชื ื”-ืžื“ื“ ืžื•ื’ื‘ืœ ื‘ื–ื™ื›ืจื•ืŸ, ื“ื™ืจื•ื’ 1
ld-mma - ืฉื™ื˜ืช ื”ืขื‘ืจืช ืืกื™ืžืคื˜ื•ื˜ื™ื
ld-lbfgs-nocedal - ืืฃ ืื—ื“
g-mlsl - ืงื™ืฉื•ืจ ืจื‘-ืฉื›ื‘ืชื™ ื™ื—ื™ื“ (ื“ื•ืจืฉ ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ืžืงื•ืžื™ืช ื•
ื’ื‘ื•ืœื•ืช)
ld-lbfgs - BFGS ืขื ืื—ืกื•ืŸ ื ืžื•ืš
gn-direct-l - ื—ืœื•ืงืช ืžืœื‘ื ื™ื (ืžื•ื˜ื•ืช ืžืงื•ืžื™ืช)
ืื™ื -ื‘ื•ื‘ื™ืงื” - ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ืžื•ื’ื‘ืœืช ืœืœื ื ื’ื–ืจื™ื
ln-sbplx - ื’ืจืกื” ืชืช-ืžืคืœืกื™ืช ืฉืœ Nelder-Mead
ื‘-newuoa-bound - ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ืžื•ื’ื‘ืœืช ืœืœื ื ื’ื–ืจื™ื ืขืœ ื™ื“ื™
ืงื™ืจื•ื‘ ืจื™ื‘ื•ืขื™ ืฉื ื‘ื ื” ื‘ืื•ืคืŸ ืื™ื˜ืจื˜ื™ื‘ื™
ืื•ืœื’ - ืืœื’ื•ืจื™ืชื ืœื’ืจืื ื’'ื™ ืžื•ื’ื‘ืจ
ื‘ืคืจืงืกื™ืก - ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ืžืงื•ืžื™ืช ืœืœื ืฉื™ืคื•ืข ื‘ืืžืฆืขื•ืช ื”ืฆื™ืจ ื”ืจืืฉื™
ืฉืึดื™ื˜ึธื”
gn-direct-noscal - ื—ืœื•ืงืช ืžืœื‘ื ื™ื (ืœืœื ืงื ื” ืžื™ื“ื”)
ld-tnewton-precond-restart - ื ื™ื•ื˜ื•ืŸ ืงื˜ื•ื ืžื•ืชื ื” ืžืจืืฉ ืขื
ื”ืชื ืขื” ืžื—ื“ืฉ ื‘ื™ืจื™ื“ื” ื”ืชืœื•ืœื” ื‘ื™ื•ืชืจ
ld-slsqp - ืชื›ื ื•ืช ืจื™ื‘ื•ืขื™ ืจื™ื‘ื•ืขื™ ื‘ืจืฆืฃ

ืฆืขื“ = 0; ื›ืคื•ืœ ื‘-[0, inf)
ื’ื•ื“ืœ ืฉืœื‘ ืจืืฉื•ื ื™ ืขื‘ื•ืจ ืฉื™ื˜ื•ืช ืœืœื ืฉื™ืคื•ืข.

ืœื”ืคืกื™ืง = -inf; ืœึฐื”ึทื›ืคึผึดื™ืœ
ืงืจื™ื˜ืจื™ื•ืŸ ืขืฆื™ืจื”: ืขืจืš ื”ืคื•ื ืงืฆื™ื” ื™ื•ืจื“ ืžืชื—ืช ืœืขืจืš ื–ื”.

xtola = 0; ื›ืคื•ืœ ื‘-[0, inf)
ืงืจื™ื˜ืจื™ื•ืŸ ืขืฆื™ืจื”: ื”ืฉื™ื ื•ื™ ื”ืžื•ื—ืœื˜ ืฉืœ ื›ืœ ืขืจื›ื™ ื”-x ื ืžืฆื ืžืชื—ืช ืœื–ื”
ืขืจืš.

xtolr = 0; ื›ืคื•ืœ ื‘-[0, inf)
ืงืจื™ื˜ืจื™ื•ืŸ ืขืฆื™ืจื”: ื”ืฉื™ื ื•ื™ ื”ื™ื—ืกื™ ืฉืœ ื›ืœ ืขืจื›ื™ ื”-x ื ืžืฆื ืžืชื—ืช ืœื–ื”
ืขืจืš.

ื“ื•ื’ืžื


ืจืฉื•ื ืืช ื”ืชืžื•ื ื” 'moving.png' ืœืชืžื•ื ื” 'reference.png' ื‘ืืžืฆืขื•ืช ืงืฉื™ื—
ืžื•ื“ืœ ื˜ืจื ืกืคื•ืจืžืฆื™ื” ื•-ssd ื›ืคื•ื ืงืฆื™ื™ืช ืขืœื•ืช. ื›ืชื•ื‘ ืืช ื”ืชื•ืฆืื” ืœ-output.png

mia-2dimageregistration -i moving.png -r reference.png -o output.png -f ืงืฉื™ื—
image:cost=ssd

ืžื—ื‘ืจ(ื™ื)


ื’ืจื˜ ื•ื•ืœื ื™

ื–ื›ื•ื™ื•ืช ื™ื•ืฆืจื™ื


ืชื•ื›ื ื” ื–ื• ื”ื™ื ื–ื›ื•ื™ื•ืช ื™ื•ืฆืจื™ื (ื’) 1999โ€“2015 ืœื™ื™ืคืฆื™ื’, ื’ืจืžื ื™ื” ื•ืžื“ืจื™ื“, ืกืคืจื“. ื–ื” ืžื’ื™ืข
ืœืœื ื›ืœ ืื—ืจื™ื•ืช ื•ืืชื” ืจืฉืื™ ืœื”ืคื™ืฅ ืื•ืชื• ืžื—ื“ืฉ ืชื—ืช ืชื ืื™ ื”-GNU
ืจื™ืฉื™ื•ืŸ ืฆื™ื‘ื•ืจื™ ื›ืœืœื™ ื’ืจืกื” 3 (ืื• ืžืื•ื—ืจ ื™ื•ืชืจ). ืœืžื™ื“ืข ื ื•ืกืฃ ื”ืคืขืœ ืืช ื”ืชื•ื›ื ื™ืช ืขื
ืืคืฉืจื•ืช '--ื–ื›ื•ื™ื•ืช ื™ื•ืฆืจื™ื'.

ื”ืฉืชืžืฉ ื‘-mia-2dimageregistration ื‘ืื•ืคืŸ ืžืงื•ื•ืŸ ื‘ืืžืฆืขื•ืช ืฉื™ืจื•ืชื™ onworks.net


ืฉืจืชื™ื ื•ืชื—ื ื•ืช ืขื‘ื•ื“ื” ื‘ื—ื™ื ื

ื”ื•ืจื“ ืืคืœื™ืงืฆื™ื•ืช Windows & Linux

ืคืงื•ื“ื•ืช ืœื™ื ื•ืงืก

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